Profiling Report

Dataset statistics

Number of variables	15
Number of observations	68629
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	8.4 MiB
Average record size in memory	128.0 B

Variable types

Numeric	15

Alerts

`std_ask_price1` is highly overall correlated with `std_ask_price2` and 5 other fields	High correlation
`std_ask_price2` is highly overall correlated with `std_ask_price1` and 5 other fields	High correlation
`std_ask_size1` is highly overall correlated with `std_ask_size2` and 6 other fields	High correlation
`std_ask_size2` is highly overall correlated with `std_ask_size1` and 6 other fields	High correlation
`std_bid_ask_1` is highly overall correlated with `std_ask_size1` and 9 other fields	High correlation
`std_bid_ask_2` is highly overall correlated with `std_ask_size1` and 9 other fields	High correlation
`std_bid_price1` is highly overall correlated with `std_ask_price1` and 5 other fields	High correlation
`std_bid_price2` is highly overall correlated with `std_ask_price1` and 5 other fields	High correlation
`std_bid_size1` is highly overall correlated with `std_ask_size1` and 6 other fields	High correlation
`std_bid_size2` is highly overall correlated with `std_ask_size1` and 6 other fields	High correlation
`std_volume_difference` is highly overall correlated with `std_ask_size1` and 6 other fields	High correlation
`std_volume_overall` is highly overall correlated with `std_ask_size1` and 6 other fields	High correlation
`std_wap_1` is highly overall correlated with `std_ask_price1` and 7 other fields	High correlation
`std_wap_2` is highly overall correlated with `std_ask_price1` and 7 other fields	High correlation
`target_value` is highly overall correlated with `std_ask_price1` and 7 other fields	High correlation
`std_bid_size1` is highly skewed (γ1 = 26.54459539)	Skewed
`std_bid_size2` is highly skewed (γ1 = 42.71882262)	Skewed
`std_ask_size2` is highly skewed (γ1 = 28.0567398)	Skewed
`std_volume_overall` is highly skewed (γ1 = 24.50452824)	Skewed
`std_bid_size1` has unique values	Unique
`std_ask_size1` has unique values	Unique
`std_bid_size2` has unique values	Unique
`std_ask_size2` has unique values	Unique
`std_wap_1` has unique values	Unique
`std_wap_2` has unique values	Unique
`std_volume_overall` has unique values	Unique
`std_volume_difference` has unique values	Unique

Reproduction

Analysis started	2024-07-01 19:01:18.638844
Analysis finished	2024-07-01 19:01:49.111560
Duration	30.47 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

target_value
Real number (ℝ)

HIGH CORRELATION

Distinct	68228
Distinct (%)	99.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0038878538

Minimum	0.000112782
Maximum	0.051954939
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0.000112782
5-th percentile	0.0011688978
Q1	0.002030894
median	0.003060147
Q3	0.004733416
95-th percentile	0.0094920512
Maximum	0.051954939
Range	0.051842157
Interquartile range (IQR)	0.002702522

Descriptive statistics

Standard deviation	0.0029421081
Coefficient of variation (CV)	0.7567435
Kurtosis	13.636917
Mean	0.0038878538
Median Absolute Deviation (MAD)	0.001223305
Skewness	2.7721908
Sum	266.81952
Variance	8.6560001 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.004125058	2	< 0.1%
0.002760894	2	< 0.1%
0.001727059	2	< 0.1%
0.004879351	2	< 0.1%
0.003471	2	< 0.1%
0.001837649	2	< 0.1%
0.00106919	2	< 0.1%
0.001689191	2	< 0.1%
0.003476125	2	< 0.1%
0.001659372	2	< 0.1%
Other values (68218)	68609	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.000112782	1	< 0.1%
0.000145461	1	< 0.1%
0.000244148	1	< 0.1%
0.000276828	1	< 0.1%
0.00027703	1	< 0.1%
0.000289663	1	< 0.1%
0.000309087	1	< 0.1%
0.00031157	1	< 0.1%
0.000311773	1	< 0.1%
0.000312335	1	< 0.1%

Value	Count	Frequency (%)
0.051954939	1	< 0.1%
0.04473676	1	< 0.1%
0.043173945	1	< 0.1%
0.042814297	1	< 0.1%
0.038972343	1	< 0.1%
0.038377884	1	< 0.1%
0.035858885	1	< 0.1%
0.035500722	1	< 0.1%
0.034833812	1	< 0.1%
0.033972923	1	< 0.1%

std_bid_price1
Real number (ℝ)

HIGH CORRELATION

Distinct	68537
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0010954178

Minimum	3.5803038 × 10^-7
Maximum	0.027162155
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	3.5803038 × 10^-7
5-th percentile	0.00026325905
Q1	0.0004901067
median	0.00078666268
Q3	0.0013194964
95-th percentile	0.0029043275
Maximum	0.027162155
Range	0.027161797
Interquartile range (IQR)	0.00082938973

Descriptive statistics

Standard deviation	0.0010758926
Coefficient of variation (CV)	0.98217556
Kurtosis	44.137169
Mean	0.0010954178
Median Absolute Deviation (MAD)	0.00035860727
Skewness	4.6826794
Sum	75.177427
Variance	1.1575448 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0005278271274	2	< 0.1%
0.000809856283	2	< 0.1%
0.000803209201	2	< 0.1%
0.0004005745868	2	< 0.1%
0.0007359136944	2	< 0.1%
0.001344315358	2	< 0.1%
0.0009509770316	2	< 0.1%
0.0003682917159	2	< 0.1%
0.0004920772626	2	< 0.1%
0.0005078875693	2	< 0.1%
Other values (68527)	68609	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.580303769 × 10^-7	1	< 0.1%
9.551404219 × 10^-7	1	< 0.1%
1.074658485 × 10^-6	1	< 0.1%
1.432502359 × 10^-6	1	< 0.1%
1.791435466 × 10^-6	1	< 0.1%
1.969473487 × 10^-6	1	< 0.1%
2.030689529 × 10^-6	1	< 0.1%
2.207503712 × 10^-6	1	< 0.1%
2.624879926 × 10^-6	1	< 0.1%
2.626369678 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.02716215514	1	< 0.1%
0.0214845892	1	< 0.1%
0.02140177973	1	< 0.1%
0.02093260363	1	< 0.1%
0.0202495791	1	< 0.1%
0.01996443234	1	< 0.1%
0.01962027885	1	< 0.1%
0.01942217723	1	< 0.1%
0.01805744879	1	< 0.1%
0.01759440452	1	< 0.1%

std_ask_price1
Real number (ℝ)

HIGH CORRELATION

Distinct	68535
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0010941575

Minimum	1.7901519 × 10^-7
Maximum	0.026421048
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	1.7901519 × 10^-7
5-th percentile	0.00026341825
Q1	0.00048886501
median	0.00078511564
Q3	0.001319365
95-th percentile	0.0028933378
Maximum	0.026421048
Range	0.026420869
Interquartile range (IQR)	0.00083049998

Descriptive statistics

Standard deviation	0.0010759208
Coefficient of variation (CV)	0.98333264
Kurtosis	44.169077
Mean	0.0010941575
Median Absolute Deviation (MAD)	0.00035800703
Skewness	4.6989083
Sum	75.090936
Variance	1.1576056 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0006254485343	2	< 0.1%
0.001152852084	2	< 0.1%
0.0002684496867	2	< 0.1%
0.0006054886035	2	< 0.1%
0.0007929510321	2	< 0.1%
0.00122764369	2	< 0.1%
0.0005468131276	2	< 0.1%
0.0008865424315	2	< 0.1%
0.0006209996645	2	< 0.1%
0.0007312293747	2	< 0.1%
Other values (68525)	68609	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.790151885 × 10^-7	1	< 0.1%
2.386715323 × 10^-7	1	< 0.1%
8.357478123 × 10^-7	1	< 0.1%
9.545018429 × 10^-7	1	< 0.1%
1.074658485 × 10^-6	1	< 0.1%
1.551877631 × 10^-6	1	< 0.1%
1.612291953 × 10^-6	1	< 0.1%
1.909792445 × 10^-6	1	< 0.1%
2.030689529 × 10^-6	1	< 0.1%
2.147841315 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.02642104775	1	< 0.1%
0.0212591514	1	< 0.1%
0.02125656046	1	< 0.1%
0.02037324756	1	< 0.1%
0.01988036186	1	< 0.1%
0.01972335577	1	< 0.1%
0.01939637586	1	< 0.1%
0.01910102367	1	< 0.1%
0.01805714145	1	< 0.1%
0.01780344546	1	< 0.1%

std_bid_price2
Real number (ℝ)

HIGH CORRELATION

Distinct	68544
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0011009043

Minimum	4.7737382 × 10^-7
Maximum	0.027248047
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	4.7737382 × 10^-7
5-th percentile	0.00026492657
Q1	0.00049355923
median	0.00079196185
Q3	0.0013242997
95-th percentile	0.0029237799
Maximum	0.027248047
Range	0.02724757
Interquartile range (IQR)	0.00083074049

Descriptive statistics

Standard deviation	0.0010792415
Coefficient of variation (CV)	0.98032278
Kurtosis	43.381693
Mean	0.0011009043
Median Absolute Deviation (MAD)	0.00036024285
Skewness	4.6510651
Sum	75.553959
Variance	1.1647623 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.001030187472	2	< 0.1%
0.0008299762267	2	< 0.1%
0.002137567615	2	< 0.1%
0.0004992856411	2	< 0.1%
0.0006245404365	2	< 0.1%
0.001265733619	2	< 0.1%
0.0005884405109	2	< 0.1%
0.0005411403254	2	< 0.1%
0.0007792203687	2	< 0.1%
0.0009755536448	2	< 0.1%
Other values (68534)	68609	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.773738169 × 10^-7	1	< 0.1%
4.773964974 × 10^-7	1	< 0.1%
7.758505944 × 10^-7	1	< 0.1%
1.074423949 × 10^-6	1	< 0.1%
1.13387182 × 10^-6	1	< 0.1%
1.612606411 × 10^-6	1	< 0.1%
1.849704518 × 10^-6	1	< 0.1%
1.910864512 × 10^-6	1	< 0.1%
2.208441174 × 10^-6	1	< 0.1%
2.505567181 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.02724804729	1	< 0.1%
0.02163075656	1	< 0.1%
0.0208738409	1	< 0.1%
0.02056820691	1	< 0.1%
0.0202103667	1	< 0.1%
0.01990069821	1	< 0.1%
0.01960076578	1	< 0.1%
0.0193698965	1	< 0.1%
0.01838189177	1	< 0.1%
0.01754342206	1	< 0.1%

std_ask_price2
Real number (ℝ)

HIGH CORRELATION

Distinct	68560
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0011004508

Minimum	0
Maximum	0.026434962
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0.00026520301
Q1	0.00049266231
median	0.00079007109
Q3	0.0013248512
95-th percentile	0.0029091589
Maximum	0.026434962
Range	0.026434962
Interquartile range (IQR)	0.00083218887

Descriptive statistics

Standard deviation	0.0010802585
Coefficient of variation (CV)	0.98165081
Kurtosis	43.73675
Mean	0.0011004508
Median Absolute Deviation (MAD)	0.00035917596
Skewness	4.6811
Sum	75.522841
Variance	1.1669583 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0005327094696	2	< 0.1%
0.001523549436	2	< 0.1%
0.001033865381	2	< 0.1%
0.0004865771625	2	< 0.1%
0.0004201923439	2	< 0.1%
0.000797618879	2	< 0.1%
0.00117662258	2	< 0.1%
0.0006443204475	2	< 0.1%
0.000527756114	2	< 0.1%
0.001307547791	2	< 0.1%
Other values (68550)	68609	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1.193127304 × 10^-7	1	< 0.1%
8.355314662 × 10^-7	1	< 0.1%
1.074423949 × 10^-6	1	< 0.1%
1.552880235 × 10^-6	1	< 0.1%
1.909372259 × 10^-6	1	< 0.1%
2.26812881 × 10^-6	1	< 0.1%
2.625645038 × 10^-6	1	< 0.1%
2.866296882 × 10^-6	1	< 0.1%
2.983113063 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.02643496171	1	< 0.1%
0.0213151928	1	< 0.1%
0.02130127326	1	< 0.1%
0.0205255989	1	< 0.1%
0.01988697238	1	< 0.1%
0.01937853359	1	< 0.1%
0.01925435476	1	< 0.1%
0.01909989864	1	< 0.1%
0.01813967526	1	< 0.1%
0.01786035113	1	< 0.1%

std_bid_size1
Real number (ℝ)

HIGH CORRELATION SKEWED UNIQUE

Distinct	68629
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	417.18131

Minimum	1.1298654
Maximum	158692.46
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	1.1298654
5-th percentile	53.405089
Q1	83.549028
median	119.77814
Q3	211.89568
95-th percentile	1033.5029
Maximum	158692.46
Range	158691.33
Interquartile range (IQR)	128.34665

Descriptive statistics

Standard deviation	2037.0492
Coefficient of variation (CV)	4.882887
Kurtosis	1384.1407
Mean	417.18131
Median Absolute Deviation (MAD)	46.254546
Skewness	26.544595
Sum	28630736
Variance	4149569.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
147.2595276	1	< 0.1%
137.518444	1	< 0.1%
80.87010944	1	< 0.1%
969.9891784	1	< 0.1%
78.88526588	1	< 0.1%
698.2408494	1	< 0.1%
83.8332766	1	< 0.1%
95.13274111	1	< 0.1%
32.07370112	1	< 0.1%
76.70942322	1	< 0.1%
Other values (68619)	68619	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.129865366	1	< 0.1%
1.421780825	1	< 0.1%
1.76995253	1	< 0.1%
1.834790368	1	< 0.1%
4.049711148	1	< 0.1%
4.184544503	1	< 0.1%
4.791100925	1	< 0.1%
4.950279608	1	< 0.1%
5.661374408	1	< 0.1%
5.721585182	1	< 0.1%

Value	Count	Frequency (%)
158692.4559	1	< 0.1%
143595.1526	1	< 0.1%
132657.897	1	< 0.1%
100895.1469	1	< 0.1%
64821.13566	1	< 0.1%
62263.6898	1	< 0.1%
59924.09341	1	< 0.1%
59814.29289	1	< 0.1%
57078.13774	1	< 0.1%
52152.66554	1	< 0.1%

std_ask_size1
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	68629
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	413.64415

Minimum	1.3618461
Maximum	108303.48
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	1.3618461
5-th percentile	53.097581
Q1	82.954027
median	119.51738
Q3	215.97988
95-th percentile	1091.8029
Maximum	108303.48
Range	108302.12
Interquartile range (IQR)	133.02586

Descriptive statistics

Standard deviation	1720.3211
Coefficient of variation (CV)	4.1589399
Kurtosis	400.85138
Mean	413.64415
Median Absolute Deviation (MAD)	46.863729
Skewness	14.685473
Sum	28387984
Variance	2959504.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
110.6938159	1	< 0.1%
133.3826399	1	< 0.1%
110.9894309	1	< 0.1%
518.8230975	1	< 0.1%
49.08894891	1	< 0.1%
520.3970563	1	< 0.1%
82.47677217	1	< 0.1%
116.8059055	1	< 0.1%
41.31470784	1	< 0.1%
151.1063894	1	< 0.1%
Other values (68619)	68619	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.361846126	1	< 0.1%
1.50929129	1	< 0.1%
2.41438915	1	< 0.1%
3.288396456	1	< 0.1%
3.811528044	1	< 0.1%
3.910477193	1	< 0.1%
4.389881806	1	< 0.1%
5.959526613	1	< 0.1%
6.163027537	1	< 0.1%
6.408388891	1	< 0.1%

Value	Count	Frequency (%)
108303.4791	1	< 0.1%
53383.98715	1	< 0.1%
52236.76034	1	< 0.1%
46718.8986	1	< 0.1%
45844.0388	1	< 0.1%
42354.01023	1	< 0.1%
42195.67053	1	< 0.1%
41190.31582	1	< 0.1%
40785.91706	1	< 0.1%
39307.5687	1	< 0.1%

std_bid_size2
Real number (ℝ)

HIGH CORRELATION SKEWED UNIQUE

Distinct	68629
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	396.51416

Minimum	0.25619265
Maximum	226671.77
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0.25619265
5-th percentile	49.284628
Q1	74.803003
median	110.16675
Q3	220.65972
95-th percentile	1047.6074
Maximum	226671.77
Range	226671.51
Interquartile range (IQR)	145.85672

Descriptive statistics

Standard deviation	2262.8052
Coefficient of variation (CV)	5.706745
Kurtosis	3259.6922
Mean	396.51416
Median Absolute Deviation (MAD)	46.114807
Skewness	42.718823
Sum	27212370
Variance	5120287.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
134.2069901	1	< 0.1%
96.49113218	1	< 0.1%
67.90809326	1	< 0.1%
655.0054959	1	< 0.1%
69.20577012	1	< 0.1%
776.8573252	1	< 0.1%
55.10725896	1	< 0.1%
91.85187814	1	< 0.1%
33.96894054	1	< 0.1%
66.58790843	1	< 0.1%
Other values (68619)	68619	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.256192652	1	< 0.1%
0.8162250941	1	< 0.1%
0.8333142855	1	< 0.1%
1.473391241	1	< 0.1%
2.132887447	1	< 0.1%
2.686771062	1	< 0.1%
3.266500097	1	< 0.1%
3.369504064	1	< 0.1%
3.412487425	1	< 0.1%
3.434396552	1	< 0.1%

Value	Count	Frequency (%)
226671.7699	1	< 0.1%
215191.2437	1	< 0.1%
157213.9806	1	< 0.1%
111768.8326	1	< 0.1%
88112.6297	1	< 0.1%
82266.06555	1	< 0.1%
72897.07708	1	< 0.1%
66433.46644	1	< 0.1%
65342.25882	1	< 0.1%
63723.17941	1	< 0.1%

std_ask_size2
Real number (ℝ)

HIGH CORRELATION SKEWED UNIQUE

Distinct	68629
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	395.73336

Minimum	1.1141042
Maximum	183044.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	1.1141042
5-th percentile	48.865255
Q1	74.358197
median	110.21448
Q3	226.09352
95-th percentile	1097.8952
Maximum	183044.3
Range	183043.19
Interquartile range (IQR)	151.73533

Descriptive statistics

Standard deviation	1826.8561
Coefficient of variation (CV)	4.6163815
Kurtosis	1821.9165
Mean	395.73336
Median Absolute Deviation (MAD)	46.696908
Skewness	28.05674
Sum	27158785
Variance	3337403.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
107.1368671	1	< 0.1%
70.36369234	1	< 0.1%
165.5066413	1	< 0.1%
956.6450032	1	< 0.1%
82.24029635	1	< 0.1%
405.1234677	1	< 0.1%
65.69476085	1	< 0.1%
147.1142363	1	< 0.1%
66.5010412	1	< 0.1%
127.7573018	1	< 0.1%
Other values (68619)	68619	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.114104156	1	< 0.1%
1.154987029	1	< 0.1%
1.283543482	1	< 0.1%
2.442855502	1	< 0.1%
2.821363113	1	< 0.1%
2.95230648	1	< 0.1%
2.99045449	1	< 0.1%
3.47798095	1	< 0.1%
4.881400432	1	< 0.1%
5.001412051	1	< 0.1%

Value	Count	Frequency (%)
183044.2996	1	< 0.1%
107841.1202	1	< 0.1%
59075.98854	1	< 0.1%
55506.47658	1	< 0.1%
54779.16715	1	< 0.1%
52728.83219	1	< 0.1%
50999.60298	1	< 0.1%
48072.64599	1	< 0.1%
47392.06892	1	< 0.1%
45315.42801	1	< 0.1%

std_bid_ask_1
Real number (ℝ)

HIGH CORRELATION

Distinct	68327
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00022039256

Minimum	0
Maximum	0.0093832603
Zeros	230
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0
5-th percentile	2.0410943 × 10^-5
Q1	7.8949844 × 10^-5
median	0.00014848559
Q3	0.00026099553
95-th percentile	0.00065080688
Maximum	0.0093832603
Range	0.0093832603
Interquartile range (IQR)	0.00018204568

Descriptive statistics

Standard deviation	0.00027691972
Coefficient of variation (CV)	1.256484
Kurtosis	74.271469
Mean	0.00022039256
Median Absolute Deviation (MAD)	8.1822298 × 10^-5
Skewness	5.9833824
Sum	15.125321
Variance	7.6684532 × 10^-8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	230	0.3%
0.0001454063604	2	< 0.1%
0.0001738467399	2	< 0.1%
0.0003787272144	2	< 0.1%
0.0001588335726	2	< 0.1%
0.0002583151218	2	< 0.1%
3.95836214 × 10^-5	2	< 0.1%
0.0002736327006	2	< 0.1%
0.000127674095	2	< 0.1%
0.0001314039109	2	< 0.1%
Other values (68317)	68381	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	230	0.3%
2.453922843 × 10^-9	1	< 0.1%
2.589063408 × 10^-9	1	< 0.1%
2.621409534 × 10^-9	1	< 0.1%
2.644528596 × 10^-9	1	< 0.1%
2.877827532 × 10^-9	1	< 0.1%
3.078000077 × 10^-9	1	< 0.1%
3.078265198 × 10^-9	1	< 0.1%
3.115931735 × 10^-9	1	< 0.1%
3.369080126 × 10^-9	1	< 0.1%

Value	Count	Frequency (%)
0.009383260272	1	< 0.1%
0.00707322685	1	< 0.1%
0.006086883135	1	< 0.1%
0.006051918957	1	< 0.1%
0.00582780689	1	< 0.1%
0.005559615325	1	< 0.1%
0.005482595414	1	< 0.1%
0.00521986885	1	< 0.1%
0.005218905397	1	< 0.1%
0.005103251431	1	< 0.1%

std_bid_ask_2
Real number (ℝ)

HIGH CORRELATION

Distinct	68372
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00026614732

Minimum	0
Maximum	0.011801515
Zeros	181
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0
5-th percentile	2.0478645 × 10^-5
Q1	8.5766238 × 10^-5
median	0.00017762944
Q3	0.00031646894
95-th percentile	0.00080164616
Maximum	0.011801515
Range	0.011801515
Interquartile range (IQR)	0.0002307027

Descriptive statistics

Standard deviation	0.00034650503
Coefficient of variation (CV)	1.3019294
Kurtosis	72.700548
Mean	0.00026614732
Median Absolute Deviation (MAD)	0.00010532717
Skewness	5.9293577
Sum	18.265425
Variance	1.2006573 × 10^-7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	181	0.3%
0.0002273371792	2	< 0.1%
0.0002787151025	2	< 0.1%
0.0001560975652	2	< 0.1%
0.0002559462446	2	< 0.1%
0.0001664977317	2	< 0.1%
8.098981198 × 10^-5	2	< 0.1%
0.0006648507551	2	< 0.1%
0.0002618611616	2	< 0.1%
0.0003887096245	2	< 0.1%
Other values (68362)	68430	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	181	0.3%
3.213252109 × 10^-9	1	< 0.1%
3.512319546 × 10^-9	1	< 0.1%
3.777282043 × 10^-9	1	< 0.1%
4.339465232 × 10^-9	1	< 0.1%
4.422241684 × 10^-9	1	< 0.1%
4.666029785 × 10^-9	1	< 0.1%
4.949896493 × 10^-9	1	< 0.1%
5.198366626 × 10^-9	1	< 0.1%
5.275121229 × 10^-9	1	< 0.1%

Value	Count	Frequency (%)
0.01180151477	1	< 0.1%
0.008624828421	1	< 0.1%
0.00797169283	1	< 0.1%
0.007560060825	1	< 0.1%
0.006896921899	1	< 0.1%
0.006841860712	1	< 0.1%
0.006411090028	1	< 0.1%
0.006233350374	1	< 0.1%
0.006069145631	1	< 0.1%
0.00605090335	1	< 0.1%

std_wap_1
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	68629
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0011180275

Minimum	3.2251537 × 10^-5
Maximum	0.026884712
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	3.2251537 × 10^-5
5-th percentile	0.00027588591
Q1	0.00050914007
median	0.00081034012
Q3	0.0013461405
95-th percentile	0.0029324731
Maximum	0.026884712
Range	0.026852461
Interquartile range (IQR)	0.00083700039

Descriptive statistics

Standard deviation	0.0010798017
Coefficient of variation (CV)	0.9658096
Kurtosis	43.939661
Mean	0.0011180275
Median Absolute Deviation (MAD)	0.00036301787
Skewness	4.671615
Sum	76.729109
Variance	1.1659717 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0001428339473	1	< 0.1%
0.001663834278	1	< 0.1%
0.000480087302	1	< 0.1%
0.00034522622	1	< 0.1%
0.001441953362	1	< 0.1%
0.0007911717351	1	< 0.1%
0.001130162847	1	< 0.1%
0.0006614356307	1	< 0.1%
0.0009841898795	1	< 0.1%
0.0006798388168	1	< 0.1%
Other values (68619)	68619	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.225153658 × 10^-5	1	< 0.1%
4.019441891 × 10^-5	1	< 0.1%
4.098262242 × 10^-5	1	< 0.1%
4.365821446 × 10^-5	1	< 0.1%
4.377959025 × 10^-5	1	< 0.1%
4.408292701 × 10^-5	1	< 0.1%
4.460999724 × 10^-5	1	< 0.1%
4.89702469 × 10^-5	1	< 0.1%
4.96008672 × 10^-5	1	< 0.1%
5.116793571 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.02688471213	1	< 0.1%
0.02129492519	1	< 0.1%
0.0210587321	1	< 0.1%
0.02020489761	1	< 0.1%
0.02011667307	1	< 0.1%
0.01972932234	1	< 0.1%
0.01958559254	1	< 0.1%
0.0194168779	1	< 0.1%
0.01885035981	1	< 0.1%
0.01844076696	1	< 0.1%

std_wap_2
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	68629
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0011567972

Minimum	6.8690999 × 10^-6
Maximum	0.026957686
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	6.8690999 × 10^-6
5-th percentile	0.00030040918
Q1	0.00053889766
median	0.00084592332
Q3	0.001387789
95-th percentile	0.0029998905
Maximum	0.026957686
Range	0.026950817
Interquartile range (IQR)	0.00084889138

Descriptive statistics

Standard deviation	0.001092493
Coefficient of variation (CV)	0.94441184
Kurtosis	42.735845
Mean	0.0011567972
Median Absolute Deviation (MAD)	0.00036957256
Skewness	4.6059829
Sum	79.389834
Variance	1.1935409 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0001384871529	1	< 0.1%
0.001658954812	1	< 0.1%
0.0005159114977	1	< 0.1%
0.0003452453773	1	< 0.1%
0.001389774733	1	< 0.1%
0.0008111699159	1	< 0.1%
0.001251576113	1	< 0.1%
0.0006971317941	1	< 0.1%
0.001222773379	1	< 0.1%
0.0008138447188	1	< 0.1%
Other values (68619)	68619	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.86909993 × 10^-6	1	< 0.1%
7.787259252 × 10^-6	1	< 0.1%
8.046192406 × 10^-6	1	< 0.1%
8.618403481 × 10^-6	1	< 0.1%
9.401714781 × 10^-6	1	< 0.1%
1.057944222 × 10^-5	1	< 0.1%
1.294367983 × 10^-5	1	< 0.1%
1.87154009 × 10^-5	1	< 0.1%
2.039605283 × 10^-5	1	< 0.1%
2.253354116 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.02695768618	1	< 0.1%
0.02151475161	1	< 0.1%
0.02150547099	1	< 0.1%
0.0210990846	1	< 0.1%
0.02025461909	1	< 0.1%
0.02004491196	1	< 0.1%
0.01969908102	1	< 0.1%
0.01950310681	1	< 0.1%
0.01932782823	1	< 0.1%
0.01801427617	1	< 0.1%

std_volume_overall
Real number (ℝ)

HIGH CORRELATION SKEWED UNIQUE

Distinct	68629
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	757.52442

Minimum	9.7848305
Maximum	240224.94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	9.7848305
5-th percentile	112.76509
Q1	164.7975
median	236.3944
Q3	473.805
95-th percentile	2153.3641
Maximum	240224.94
Range	240215.15
Interquartile range (IQR)	309.00751

Descriptive statistics

Standard deviation	3108.8881
Coefficient of variation (CV)	4.1040104
Kurtosis	1166.7418
Mean	757.52442
Median Absolute Deviation (MAD)	94.012523
Skewness	24.504528
Sum	51988143
Variance	9665185
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
236.4480047	1	< 0.1%
233.8187074	1	< 0.1%
226.9524786	1	< 0.1%
1612.85451	1	< 0.1%
127.3053403	1	< 0.1%
958.8265326	1	< 0.1%
133.0818233	1	< 0.1%
231.4506875	1	< 0.1%
94.08692469	1	< 0.1%
183.2717581	1	< 0.1%
Other values (68619)	68619	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.784830494	1	< 0.1%
22.55182353	1	< 0.1%
35.28402252	1	< 0.1%
37.44122301	1	< 0.1%
42.68875403	1	< 0.1%
45.27474242	1	< 0.1%
45.38536943	1	< 0.1%
45.63738574	1	< 0.1%
46.9097335	1	< 0.1%
47.54930513	1	< 0.1%

Value	Count	Frequency (%)
240224.9355	1	< 0.1%
184622.1502	1	< 0.1%
179218.1037	1	< 0.1%
160940.7984	1	< 0.1%
128021.9861	1	< 0.1%
124620.5437	1	< 0.1%
108750.6461	1	< 0.1%
101008.8221	1	< 0.1%
84974.23756	1	< 0.1%
81934.27549	1	< 0.1%

std_volume_difference
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	68629
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	965.49707

Minimum	10.28805
Maximum	239905.86
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	10.28805
5-th percentile	117.90283
Q1	170.83315
median	246.68444
Q3	511.01894
95-th percentile	2655.7687
Maximum	239905.86
Range	239895.57
Interquartile range (IQR)	340.18579

Descriptive statistics

Standard deviation	4216.8406
Coefficient of variation (CV)	4.3675333
Kurtosis	494.54547
Mean	965.49707
Median Absolute Deviation (MAD)	98.946649
Skewness	16.906712
Sum	66261098
Variance	17781745
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
275.1184287	1	< 0.1%
222.194673	1	< 0.1%
227.9155969	1	< 0.1%
1835.072284	1	< 0.1%
155.4919711	1	< 0.1%
1385.649378	1	< 0.1%
157.1746546	1	< 0.1%
248.0123152	1	< 0.1%
85.06903559	1	< 0.1%
217.7196971	1	< 0.1%
Other values (68619)	68619	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.28804994	1	< 0.1%
24.20539809	1	< 0.1%
37.8157433	1	< 0.1%
38.01920302	1	< 0.1%
38.88958851	1	< 0.1%
41.1934802	1	< 0.1%
43.31906764	1	< 0.1%
45.25227238	1	< 0.1%
46.37722125	1	< 0.1%
46.65670772	1	< 0.1%

Value	Count	Frequency (%)
239905.8587	1	< 0.1%
203830.5905	1	< 0.1%
185639.5795	1	< 0.1%
177143.4334	1	< 0.1%
123788.8492	1	< 0.1%
118086.9069	1	< 0.1%
115421.4234	1	< 0.1%
110578.5322	1	< 0.1%
107958.593	1	< 0.1%
107764.125	1	< 0.1%

Auto

Heatmap
Table

	std_ask_price1	std_ask_price2	std_ask_size1	std_ask_size2	std_bid_ask_1	std_bid_ask_2	std_bid_price1	std_bid_price2	std_bid_size1	std_bid_size2	std_volume_difference	std_volume_overall	std_wap_1	std_wap_2	target_value
std_ask_price1	1.000	0.998	-0.029	-0.012	0.491	0.471	0.993	0.991	-0.031	-0.008	0.004	0.018	0.993	0.985	0.696
std_ask_price2	0.998	1.000	-0.034	-0.017	0.498	0.480	0.991	0.989	-0.035	-0.012	-0.001	0.013	0.992	0.985	0.699
std_ask_size1	-0.029	-0.034	1.000	0.885	-0.524	-0.539	-0.029	-0.033	0.744	0.734	0.890	0.883	-0.058	-0.074	-0.322
std_ask_size2	-0.012	-0.017	0.885	1.000	-0.534	-0.547	-0.011	-0.015	0.730	0.747	0.900	0.899	-0.043	-0.059	-0.305
std_bid_ask_1	0.491	0.498	-0.524	-0.534	1.000	0.985	0.491	0.497	-0.527	-0.538	-0.538	-0.515	0.525	0.553	0.735
std_bid_ask_2	0.471	0.480	-0.539	-0.547	0.985	1.000	0.472	0.480	-0.541	-0.551	-0.554	-0.530	0.505	0.534	0.715
std_bid_price1	0.993	0.991	-0.029	-0.011	0.491	0.472	1.000	0.998	-0.034	-0.010	0.003	0.017	0.993	0.985	0.696
std_bid_price2	0.991	0.989	-0.033	-0.015	0.497	0.480	0.998	1.000	-0.038	-0.014	-0.001	0.013	0.992	0.985	0.698
std_bid_size1	-0.031	-0.035	0.744	0.730	-0.527	-0.541	-0.034	-0.038	1.000	0.887	0.882	0.875	-0.061	-0.077	-0.327
std_bid_size2	-0.008	-0.012	0.734	0.747	-0.538	-0.551	-0.010	-0.014	0.887	1.000	0.891	0.890	-0.040	-0.056	-0.306
std_volume_difference	0.004	-0.001	0.890	0.900	-0.538	-0.554	0.003	-0.001	0.882	0.891	1.000	0.975	-0.028	-0.046	-0.306
std_volume_overall	0.018	0.013	0.883	0.899	-0.515	-0.530	0.017	0.013	0.875	0.890	0.975	1.000	-0.014	-0.033	-0.287
std_wap_1	0.993	0.992	-0.058	-0.043	0.525	0.505	0.993	0.992	-0.061	-0.040	-0.028	-0.014	1.000	0.992	0.720
std_wap_2	0.985	0.985	-0.074	-0.059	0.553	0.534	0.985	0.985	-0.077	-0.056	-0.046	-0.033	0.992	1.000	0.737
target_value	0.696	0.699	-0.322	-0.305	0.735	0.715	0.696	0.698	-0.327	-0.306	-0.306	-0.287	0.720	0.737	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	target_value	std_bid_price1	std_ask_price1	std_bid_price2	std_ask_price2	std_bid_size1	std_ask_size1	std_bid_size2	std_ask_size2	std_bid_ask_1	std_bid_ask_2	std_wap_1	std_wap_2	std_volume_overall	std_volume_difference
181334	0.001381	0.000137	0.000140	0.000137	0.000139	147.259528	110.693816	134.206990	107.136867	0.000074	0.000076	0.000143	0.000138	236.448005	275.118429
59080	0.007188	0.000725	0.000768	0.000714	0.000727	81.630077	105.286045	78.219925	112.651717	0.000258	0.000243	0.000885	0.000870	197.943576	167.809010
67472	0.003207	0.000419	0.000422	0.000442	0.000458	56.635058	58.164565	59.884291	51.700532	0.000244	0.000409	0.000520	0.000573	100.146834	102.802521
387187	0.003743	0.000771	0.000757	0.000782	0.000776	61.971479	72.526312	77.353764	72.043418	0.000198	0.000235	0.000756	0.000778	132.703140	144.167200
192846	0.003829	0.000556	0.000524	0.000559	0.000517	60.026491	148.022865	70.482410	172.830679	0.000114	0.000122	0.000537	0.000579	260.591242	258.553707
414641	0.002670	0.000960	0.000942	0.000963	0.000942	134.606449	138.486980	133.938274	162.357894	0.000091	0.000097	0.000949	0.000952	251.539949	321.936901
75066	0.001399	0.000462	0.000454	0.000461	0.000447	139.986810	140.093534	262.067112	123.878632	0.000058	0.000071	0.000462	0.000461	331.812867	363.446559
151589	0.003027	0.000653	0.000666	0.000650	0.000664	87.585445	179.755907	68.103887	151.672027	0.000155	0.000165	0.000650	0.000699	289.518024	308.005643
109245	0.005340	0.002700	0.002693	0.002700	0.002693	8863.807858	6361.076428	6313.182420	3834.700752	0.000085	0.000085	0.002658	0.002788	11229.349710	14347.368549
357673	0.001807	0.000675	0.000675	0.000675	0.000675	461.672487	341.549069	336.082616	245.838085	0.000029	0.000029	0.000687	0.000683	478.775572	985.302694

	target_value	std_bid_price1	std_ask_price1	std_bid_price2	std_ask_price2	std_bid_size1	std_ask_size1	std_bid_size2	std_ask_size2	std_bid_ask_1	std_bid_ask_2	std_wap_1	std_wap_2	std_volume_overall	std_volume_difference
235594	0.001750	0.001240	0.001234	0.001240	0.001234	107.362724	122.317363	115.353214	158.456562	0.000027	0.000027	0.001237	0.001235	237.656468	261.908591
62082	0.006938	0.001136	0.001247	0.001131	0.001257	123.475271	113.361165	82.660506	100.139624	0.000250	0.000334	0.001202	0.001172	210.497884	214.719228
1689	0.005653	0.001813	0.001880	0.001730	0.001904	83.001807	63.162159	43.310592	55.451068	0.000568	0.000933	0.002012	0.002147	127.487851	137.982075
127948	0.005273	0.001492	0.001535	0.001501	0.001543	69.617310	205.912787	74.762681	249.263107	0.000259	0.000290	0.001513	0.001544	343.407575	349.242252
332322	0.003058	0.000676	0.000627	0.000718	0.000731	72.472489	45.365651	50.383162	56.905021	0.000337	0.000510	0.000729	0.000749	105.004056	126.128997
149226	0.001754	0.000398	0.000400	0.000398	0.000400	745.453173	727.511422	931.587911	1040.837457	0.000041	0.000041	0.000396	0.000408	1652.561110	1705.833974
385833	0.003928	0.000498	0.000487	0.000499	0.000474	34.394904	53.742584	32.019744	45.836437	0.000089	0.000097	0.000488	0.000471	95.009975	96.583526
179401	0.001521	0.001005	0.001031	0.001005	0.001031	163.867278	299.879980	164.454911	232.401867	0.000090	0.000090	0.001015	0.001021	413.912754	475.588194
322924	0.002483	0.000319	0.000302	0.000318	0.000303	89.788513	71.639544	127.584407	60.871494	0.000075	0.000081	0.000332	0.000342	176.198413	176.011435
384322	0.003137	0.000356	0.000332	0.000363	0.000321	59.377613	45.155858	64.224676	52.852903	0.000080	0.000112	0.000336	0.000353	112.308848	103.206510

Overview

Variables

Interactions

Correlations

Missing values

Sample